{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 以Lena为原始图像，通过OpenCV实现平均滤波，高斯滤波及中值滤波，比较滤波结果。 \n",
    "2. 以Lena为原始图像，通过OpenCV使用Sobel及Canny算子检测，比较边缘检测结果。 \n",
    "3. 在OpenCV安装目录下找到课程对应演示图片(安装目录\\sources\\samples\\data)，首先计算灰度直方图，进一步使用大津算法进行分割，并比较分析分割结果。 \n",
    "4. 使用米粒图像，分割得到各米粒，首先计算各区域(米粒)的面积、长度等信息，进一步计算面积、长度的均值及方差，分析落在3sigma范围内米粒的数量。 \n",
    "扩展作业： \n",
    "5. 使用棋盘格及自选风景图像，分别使用SIFT、FAST及ORB算子检测角点，并比较分析检测结果。 \n",
    "(可选)使用Harris角点检测算子检测棋盘格，并与上述结果比较。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "img=cv.imread(r'C:\\Users\\Angel\\Desktop\\CSDN\\lena.jpg')\n",
    "img2 = cv.medianBlur(img,5)\n",
    "cv.imshow('lena',img)\n",
    "#cv.imshow('mediaimg',img2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1bdfa3b4128>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import cv2 as cv\n",
    "import numpy as np\n",
    "lena=plt.imread(r'C:\\Users\\Angel\\Desktop\\CSDN\\lena.jpg')\n",
    "img = cv.medianBlur(lena,5)\n",
    "plt.subplot(2,2,1)\n",
    "plt.imshow(lena) \n",
    "plt.title('lena')\n",
    "plt.subplot(2,2,2)\n",
    "plt.title('media lena')\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import cv2\n",
    "########     四个不同的滤波器    #########\n",
    "img = plt.imread(r'C:\\Users\\Angel\\Desktop\\CSDN\\lena.jpg')\n",
    "\n",
    "# 均值滤波\n",
    "img_mean = cv2.blur(img, (5,5))\n",
    "\n",
    "# 高斯滤波\n",
    "img_Guassian = cv2.GaussianBlur(img,(5,5),0)\n",
    "\n",
    "# 中值滤波\n",
    "img_median = cv2.medianBlur(img, 5)\n",
    "\n",
    "# 双边滤波\n",
    "img_bilater = cv2.bilateralFilter(img,9,75,75)\n",
    "\n",
    "# 展示不同的图片\n",
    "titles = ['srcImg','mean', 'Gaussian', 'median', 'bilateral']\n",
    "imgs = [img, img_mean, img_Guassian, img_median, img_bilater]\n",
    "\n",
    "for i in range(5):\n",
    "    plt.subplot(2,3,i+1)#注意，这和matlab中类似，没有0，数组下标从1开始\n",
    "    plt.imshow(imgs[i])\n",
    "    plt.title(titles[i])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "img = cv2.imread(\"C:\\Users\\Angel\\Desktop\\CSDN\\lena.jpg\", 0)\n",
    "\n",
    "'''\n",
    "由于Canny只能处理灰度图，所以将读取的图像转成灰度图。\n",
    "\n",
    "用高斯平滑处理原图像降噪。\n",
    "\n",
    "调用Canny函数，指定最大和最小阈值，其中apertureSize默认为3。\n",
    "\n",
    "'''\n",
    "img = cv2.GaussianBlur(img, (3, 3), 0)\n",
    "\n",
    "canny = cv2.Canny(img, 50, 150)\n",
    "\n",
    "cv2.imshow(\"orign\", img)\n",
    "\n",
    "cv2.imshow('Canny', canny)\n",
    "\n",
    "cv2.waitKey(0)\n",
    "\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# coding=utf-8\n",
    "\n",
    "import cv2\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "img = cv2.imread(\"C:\\Users\\Angel\\Desktop\\CSDN\\lena.jpg\", 0)\n",
    "\n",
    "'''\n",
    "在Sobel函数的第二个参数这里使用了cv2.CV_16S。\n",
    "\n",
    "因为OpenCV文档中对Sobel算子的介绍中有这么一句：\n",
    "\n",
    "“in the case of 8-bit input images it will result in truncated derivatives”。\n",
    "\n",
    "即Sobel函数求完导数后会有负值，还有会大于255的值。\n",
    "\n",
    "而原图像是uint8，即8位无符号数，所以Sobel建立的图像位数不够，会有截断。\n",
    "\n",
    "因此要使用16位有符号的数据类型，即cv2.CV_16S。\n",
    "\n",
    "在经过处理后，别忘了用convertScaleAbs()函数将其转回原来的uint8形式。\n",
    "\n",
    "否则将无法显示图像，而只是一副灰色的窗口。convertScaleAbs()的原型为：\n",
    "\n",
    "dst = cv2.convertScaleAbs(src[, dst[, alpha[, beta]]])\n",
    "\n",
    "其中可选参数alpha是伸缩系数，beta是加到结果上的一个值。结果返回uint8类型的图片。\n",
    "\n",
    "由于Sobel算子是在两个方向计算的，最后还需要用cv2.addWeighted(...)函数将其组合起来。\n",
    "\n",
    "其函数原型为：\n",
    "\n",
    "dst = cv2.addWeighted(src1, alpha, src2, beta, gamma[, dst[, dtype]])\n",
    "\n",
    "其中alpha是第一幅图片中元素的权重，beta是第二个的权重，gamma是加到最后结果上的一个值。\n",
    "\n",
    "'''\n",
    "\n",
    "x = cv2.Sobel(img, cv2.CV_16S, 1, 0)\n",
    "\n",
    "y = cv2.Sobel(img, cv2.CV_16S, 0, 1)\n",
    "\n",
    "absX = cv2.convertScaleAbs(x)# 转回uint8\n",
    "\n",
    "absY = cv2.convertScaleAbs(y)\n",
    "\n",
    "dst = cv2.addWeighted(absX, 0.5, absY, 0.5, 0)\n",
    "\n",
    "cv2.imshow(\"orign\", img)\n",
    "\n",
    "cv2.imshow(\"absX\", absX)\n",
    "\n",
    "cv2.imshow(\"absY\", absY)\n",
    "\n",
    "cv2.imshow(\"Result\", dst)\n",
    "\n",
    "cv2.waitKey(0)\n",
    "\n",
    "cv2.destroyAllWindows()"
   ]
  },
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   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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